AltayBioAI-Pneumonia-ResNet18-v3
A ResNet18-Based Deep Learning Model For Binary Chest X-Ray Classification Using PyTorch.
Model Overview
AltayBioAI-Pneumonia-ResNet18-v3 Is A Biomedical Computer Vision Model Designed To Classify Chest X-Ray Images Into Two Categories:
- Normal
- Pneumonia
The Model Is Built Using ResNet18 And Implemented With PyTorch As Part Of The AltayBioAI Collection, An Open-Source Initiative Focused On Biomedical Artificial Intelligence, Medical Imaging, And Deep Learning.
Model Details
| Property | Value |
|---|---|
| Model Name | AltayBioAI-Pneumonia-ResNet18-v3 |
| Architecture | ResNet18 |
| Framework | PyTorch |
| Task | Image Classification |
| Domain | Medical Imaging |
| Classes | Normal, Pneumonia |
| License | MIT |
Dataset
Chest X-Ray Images (Pneumonia)
Source: Kaggle
Dataset Link
https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia
Training Configuration
| Parameter | Value |
|---|---|
| Epochs | 5 |
| Batch Size | 32 |
| Image Size | 128 × 128 |
| Optimizer | Adam |
| Learning Rate | 0.0001 |
| Training Platform | Google Colab |
Performance
| Metric | Value |
|---|---|
| Final Accuracy | 77.88% |
| Training Time | Approximately 50 Minutes |
Training For Additional Epochs And Hyperparameter Optimization May Further Improve Model Performance.
Technologies
- PyTorch
- Torchvision
- Google Colab
- KaggleHub
- Jupyter Notebook
Model File
File Name
pneumonia_resnet18.pth
Model Size
Approximately 43 MB
Intended Use
This Model Is Intended For:
- Biomedical Artificial Intelligence Research
- Medical Image Classification
- Deep Learning Education
- Computer Vision Research
- Academic And Experimental Projects
Limitations
- Trained For Only Five Epochs.
- Evaluated Using A Single Public Dataset.
- Additional Training May Improve Performance.
- Performance May Vary On Different Datasets.
- Not Evaluated In Clinical Environments.
Disclaimer
This Model Is Intended For Educational And Research Purposes Only.
It Is Not Intended For Clinical Diagnosis, Medical Decision-Making, Or Any Real-World Healthcare Application.
Medical Decisions Should Always Be Made By Qualified Healthcare Professionals.
License
This Project Is Released Under The MIT License.
You Are Free To Use, Modify, And Distribute This Model Under The Terms Of The MIT License.
About AltayBioAI
AltayBioAI Is An Open-Source Collection Of Biomedical Artificial Intelligence Projects Focused On:
- Medical Imaging
- Deep Learning
- Computer Vision
- Computational Biology
- Artificial Intelligence For Healthcare
The Goal Of AltayBioAI Is To Develop Accessible, Educational, And Research-Oriented AI Models For The Biomedical Community.
Developed By AliSolaxay35